{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2681474c-37c6-41e5-b706-5bdce13183c3",
   "metadata": {},
   "source": [
    "# Alphabet"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae1be785-0df9-4669-96cc-df8b0b0cb6e0",
   "metadata": {},
   "source": [
    "plot_imagesdel to generate Fonts!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f4d44330-38d3-4b0e-8020-c70cb1870452",
   "metadata": {},
   "outputs": [],
   "source": [
    "import wandb\n",
    "from utils import get_alphabet\n",
    "from ddpm_conditional import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f281216d-4d75-45b9-b2d1-4789a9801927",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "11:32:47 - ERROR: Failed to detect the name of this notebook, you can set it manually with the WANDB_NOTEBOOK_NAME environment variable to enable code saving.\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mcapecape\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "wandb version 0.14.0 is available!  To upgrade, please run:\n",
       " $ pip install wandb --upgrade"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Tracking run with wandb version 0.13.7"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Run data is saved locally in <code>/home/tcapelle/wandb/Diffusion-Models-pytorch/wandb/run-20230320_113249-3rokww0m</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Syncing run <strong><a href=\"https://wandb.ai/capecape/train_fonts/runs/3rokww0m\" target=\"_blank\">stilted-plant-17</a></strong> to <a href=\"https://wandb.ai/capecape/train_fonts\" target=\"_blank\">Weights & Biases</a> (<a href=\"https://wandb.me/run\" target=\"_blank\">docs</a>)<br/>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact model:v10, 239.28MB. 3 files... \n",
      "\u001b[34m\u001b[1mwandb\u001b[0m:   3 of 3 files downloaded.  \n",
      "Done. 0:0:0.0\n"
     ]
    }
   ],
   "source": [
    "run = wandb.init(project=\"train_fonts\", job_type=\"evaluate\")\n",
    "artifact = run.use_artifact('capecape/train_fonts/model:v10', type='model')\n",
    "artifact_dir = artifact.download()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "11ede0ab-01b1-4b85-ad77-ea96dce94191",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_cpkt_path = Path(artifact_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "88573a69-25cd-4f22-9268-8f3edef96028",
   "metadata": {},
   "outputs": [],
   "source": [
    "config.epochs = 100\n",
    "config.noise_steps = 1000\n",
    "config.num_classes = 26\n",
    "config.img_size = 32\n",
    "config.batch_size = 320\n",
    "config.slice_size = 1\n",
    "config.log_every_epoch = 2\n",
    "\n",
    "train_dl, _ = get_alphabet(config)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a120198c-7822-4a82-b3a7-fa218228e108",
   "metadata": {},
   "source": [
    "Load the diffusion class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d77478b6-6331-4689-9511-d8f952b59365",
   "metadata": {},
   "outputs": [],
   "source": [
    "adiff = Diffusion(config.noise_steps, img_size=config.img_size, num_classes=config.num_classes, c_in=1, c_out=1, remove_deep_conv=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc0c9933-d466-4b02-956e-b082959903c8",
   "metadata": {},
   "source": [
    "load the checkpoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1e0b6bc9-e6db-49d7-afd2-af6211cdd679",
   "metadata": {},
   "outputs": [],
   "source": [
    "adiff.load(model_cpkt_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81466e0b-1699-49d9-b9fc-53de3faa0641",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "154a9c10-aaad-44ab-ad41-0017e4d76cc4",
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "42c4dca0-d92c-4235-9ddc-2d548d2c8052",
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = torch.arange(26).long().cuda().repeat(N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "71564ec3-58e3-4718-8968-a1fc1dc1dc7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "11:09:51 - INFO: Sampling 104 new images....\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = adiff.sample(True, len(labels), labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "2b421cfb-a7e8-4591-a2a0-ecd87bb94d93",
   "metadata": {},
   "outputs": [],
   "source": [
    "def show(x): \n",
    "    x = 1 - torch.clamp(x.float()/255, 0.5)\n",
    "    return wandb.Image(x).image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "26a9d54d-69dc-4583-9a60-683926dfba2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=274x444>"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "show(samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "84c8ba15-450e-49a5-95fa-4b191773bab7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def wandb_bw_image(tensor_image, value=0.5):\n",
    "    float_image = tensor_image.float() / 255\n",
    "    float_image = 1 - float_image.clamp(min=value)\n",
    "    return wandb.Image(float_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "9e3cfa7e-a936-4216-9d2a-b15a400f6935",
   "metadata": {},
   "outputs": [],
   "source": [
    "table = wandb.Table(columns=[*alphabet_labels])\n",
    "for s in samples.reshape(N,-1,32,32):\n",
    "    table.add_data(*[wandb_bw_image(c) for c in s])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "b3066e6b-46e6-4226-b665-911fe23e52ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "wandb.log({\"prediction_samples\": table})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae45640c-35cd-4246-a27e-25fd441a713a",
   "metadata": {},
   "source": [
    "### W&B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "190f491f-1d49-49d0-9fdc-9f24ef07ade3",
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 80"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "id": "0998b1e3-1cc7-4227-a889-9d198bc5706f",
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = torch.tensor([22, 1]).long().cuda().repeat(N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "id": "519e3a90-06c4-4b0c-b345-01c0939a27cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "11:16:32 - INFO: Sampling 160 new images....\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = adiff.sample(True, len(labels), labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "id": "61ad7853-d31e-4cd2-81b2-f503c2bb9493",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=274x682>"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "show(samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "id": "e3c59f0c-b186-4c96-8f45-0d5ee33845d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "table = wandb.Table(columns=[\"W\", \"B\"])\n",
    "for s in samples.reshape(N,-1,32,32):\n",
    "    table.add_data(*[wandb_bw_image(c) for c in s])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "id": "77b8cf5d-74eb-4aa8-be7f-ec36bb0b9d53",
   "metadata": {},
   "outputs": [],
   "source": [
    "wandb.log({\"wb_samples\": table})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "f59bb4bc-d316-46cb-ab39-09d101e03801",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Waiting for W&B process to finish... <strong style=\"color:green\">(success).</strong>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(Label(value='0.398 MB of 0.399 MB uploaded (0.000 MB deduped)\\r'), FloatProgress(value=0.996101…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Synced <strong style=\"color:#cdcd00\">smart-deluge-13</strong>: <a href=\"https://wandb.ai/capecape/train_fonts/runs/162cqy6g\" target=\"_blank\">https://wandb.ai/capecape/train_fonts/runs/162cqy6g</a><br/>Synced 5 W&B file(s), 2 media file(s), 266 artifact file(s) and 0 other file(s)"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Find logs at: <code>./wandb/run-20221018_110944-162cqy6g/logs</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wandb.finish()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5ff3a044-4ad7-42e0-8967-0ee07daa90d0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
